Istanbul as a Space of Cultural Affinity for Syrian Refugees
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The research question to be answered in this paper is to what extent Istanbul provides Syrian refugees with a feeling of security and safety despite the practical difficulties of everyday life such as working conditions, exclusion, xenophobia and exploitation. The main premise of the paper is that historical, cultural and religious forms of affinity are likely to particularly attach the Sunni Muslim Arab Syrians originating from Aleppo province to Istanbul. This paper is expected to contribute to the discipline of refugee studies by shedding light on the historical elements and agency that are often neglected in such analyses. Based on the findings of a qualitative and quantitative study conducted by the Support to Life Association among Syrian refugees in Istanbul in the last quarter of 2015 and the first quarter of 2016, this article aims to delineate the strong attachment of the Syrian refugees to the city of Istanbul.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it